#!/usr/bin/env python
# vim: set fileencoding=utf-8 :
# @author: Tiago de Freitas Pereira<tiago.pereira@idiap.ch>
# @date: Mon Oct 19 17:41:51 CEST 2015
#
# Copyright (C) 2011-2013 Idiap Research Institute, Martigny, Switzerland
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, version 3 of the License.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
"""
Table models and functionality for the Near-Infrared and Visible-Light (NIVL) Dataset
"""
import sqlalchemy
from sqlalchemy import Table, Column, Integer, String, Boolean, ForeignKey, or_, and_, not_
from bob.db.base.sqlalchemy_migration import Enum, relationship
from sqlalchemy.orm import backref
from sqlalchemy.ext.declarative import declarative_base
import bob.db.base
import os
Base = declarative_base()
""" Defining protocols. Yes, they are static """
PROTOCOLS = (
'VIS-VIS-split1', \
'VIS-VIS-split2', \
'VIS-VIS-split3', \
'VIS-VIS-split4', \
'VIS-VIS-split5', \
'VIS-thermal-overall-split1', \
'VIS-thermal-overall-split2', \
'VIS-thermal-overall-split3', \
'VIS-thermal-overall-split4', \
'VIS-thermal-overall-split5', \
'VIS-polarimetric-overall-split1', \
'VIS-polarimetric-overall-split2', \
'VIS-polarimetric-overall-split3', \
'VIS-polarimetric-overall-split4', \
'VIS-polarimetric-overall-split5', \
########## EXPRESSION
'VIS-thermal-expression-split1', \
'VIS-thermal-expression-split2', \
'VIS-thermal-expression-split3', \
'VIS-thermal-expression-split4', \
'VIS-thermal-expression-split5', \
'VIS-polarimetric-expression-split1', \
'VIS-polarimetric-expression-split2', \
'VIS-polarimetric-expression-split3', \
'VIS-polarimetric-expression-split4', \
'VIS-polarimetric-expression-split5', \
########## RANGE 1
'VIS-thermal-R1-split1', \
'VIS-thermal-R1-split2', \
'VIS-thermal-R1-split3', \
'VIS-thermal-R1-split4', \
'VIS-thermal-R1-split5', \
'VIS-polarimetric-R1-split1', \
'VIS-polarimetric-R1-split2', \
'VIS-polarimetric-R1-split3', \
'VIS-polarimetric-R1-split4', \
'VIS-polarimetric-R1-split5', \
########## RANGE 2
'VIS-thermal-R2-split1', \
'VIS-thermal-R2-split2', \
'VIS-thermal-R2-split3', \
'VIS-thermal-R2-split4', \
'VIS-thermal-R2-split5', \
'VIS-polarimetric-R2-split1', \
'VIS-polarimetric-R2-split2', \
'VIS-polarimetric-R2-split3', \
'VIS-polarimetric-R2-split4', \
'VIS-polarimetric-R2-split5', \
########## RANGE 3
'VIS-thermal-R3-split1', \
'VIS-thermal-R3-split2', \
'VIS-thermal-R3-split3', \
'VIS-thermal-R3-split4', \
'VIS-thermal-R3-split5', \
'VIS-polarimetric-R3-split1', \
'VIS-polarimetric-R3-split2', \
'VIS-polarimetric-R3-split3', \
'VIS-polarimetric-R3-split4', \
'VIS-polarimetric-R3-split5')
GROUPS = ('world', 'dev')
PURPOSES = ('train', 'enroll', 'probe')
[docs]class Client(Base):
"""
Information about the clients (identities) of the LDHF.
"""
__tablename__ = 'client'
id = Column(String(10), primary_key=True)
def __init__(self, id):
self.id = id
def __repr__(self):
return "<Client({0})>".format(self.id)
[docs]class Annotation(Base):
"""
- Annotation.id
- x
- y
"""
__tablename__ = 'annotation'
file_id = Column(Integer, ForeignKey('file.id'), primary_key=True)
le_x = Column(Integer)
le_y = Column(Integer)
re_x = Column(Integer)
re_y = Column(Integer)
def __init__(self, file_id, le_x, le_y, re_x, re_y):
self.file_id = file_id
self.le_x = le_x
self.le_y = le_y
self.re_x = re_x
self.re_y = re_y
def __repr__(self):
return "<Annotation(file_id:{0}, le_x={1}, le_y={2}), re_x={3}, re_y={4})>".format(self.file_id, self.le_x, self.le_y, self.re_x, self.re_y)
[docs]class File(Base, bob.db.base.File):
"""
Information about the files of the LDHF database.
Each file includes
* the client id
"""
__tablename__ = 'file'
modality_choices = ('VIS', 'THERMAL')
polarization_choices = ('VIS', 'S0', 'S1', 'S2', 'DP')
id = Column(Integer, primary_key=True)
path = Column(String(100), unique=True)
client_id = Column(Integer, ForeignKey('client.id'))
modality = Column(Enum(*modality_choices))
polarization = Column(Enum(*polarization_choices))
shot = Column(String(3))
# a back-reference from the client class to a list of files
client = relationship("Client", backref=backref("files", order_by=id))
all_annotations = relationship("Annotation", backref=backref("file"), uselist=True)
def __init__(self, file_id, image_name, client_id, modality, polarization, shot):
# call base class constructor
bob.db.base.File.__init__(self, file_id = file_id, path = image_name)
self.client_id = client_id
self.modality = modality
self.polarization = polarization
self.shot = shot
[docs] def annotations(self, annotation_type="eyes_center"):
assert len(self.all_annotations)==1
if annotation_type=="eyes_center":
return {'reye' : (self.all_annotations[0].re_y, self.all_annotations[0].re_x ), 'leye' : (self.all_annotations[0].le_y, self.all_annotations[0].le_x) }
else:
raise ValueError("Annotations type {0} invalid. Only 'eyes_center' is allowed".format(annotation_type))
return data
[docs]class Protocol_File_Association(Base):
"""
Describe the protocols
"""
__tablename__ = 'protocol_file_association'
protocol = Column('protocol', Enum(*PROTOCOLS), primary_key=True)
group = Column('group', Enum(*GROUPS), primary_key=True)
purpose = Column('purpose', Enum(*PURPOSES), primary_key=True)
file_id = Column('file_id', Integer, ForeignKey('file.id'), primary_key=True)
#client_id = Column('client_id', Integer, ForeignKey('client.id'), primary_key=True)
def __init__(self, protocol, group, purpose, file_id):
self.protocol = protocol
self.group = group
self.purpose = purpose
self.file_id = file_id
#self.client_id = client_id